Evidence map›Paper›PMID 41225988›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Machine Learning-Based Prediction of Three-Year Heart Failure and Mortality After Premature Ventricular Contraction Ablation.

Chung-Yu Lin, Yu-Te Lai, Chien-Wei Chuang, Chih-Hsien Yu, Chiung-Yun Lo, Mingchih Chen, Ben-Chang Shia

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Chung-Yu LinGraduate Institute of Business Administration, Fu Jen Catholic University, New Taipei City 242062, Taiwan.ORCID 0009-0003-1209-3603
Yu-Te LaiDepartment of Thoracic Medicine, St. Pual's Hospital, Taoyuan City 330058, Taiwan.
Chien-Wei ChuangGraduate Institute of Business Administration, Fu Jen Catholic University, New Taipei City 242062, Taiwan.ORCID 0000-0002-3592-4794
Chih-Hsien YuDepartment of Cardiology, St Paul's Hospital, Taoyuan City 330058, Taiwan.
Chiung-Yun LoDepartment of Teaching and Research, St. Paul's Hospital, Taoyuan City 330058, Taiwan.
Mingchih ChenGraduate Institute of Business Administration, Fu Jen Catholic University, New Taipei City 242062, Taiwan.
Ben-Chang ShiaGraduate Institute of Business Administration, Fu Jen Catholic University, New Taipei City 242062, Taiwan.

Funding

Fu Jen Catholic University A0113252National Science and Technology Council NSTC112-2622-E-030-001St. Paul's Hospital 7100589
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencecatheter ablation surgerygood health and well-beingheart failuremachine learningPVCrisk factor

Identifiers

PMID41225988
PMCPMC12607369

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.